Nutrimetabolomics fingerprinting to identify biomarkers of bread exposure in a free-living population from the PREDIMED study cohort

被引:31
作者
Garcia-Aloy, Mar [1 ,2 ]
Llorach, Rafael [1 ,2 ]
Urpi-Sarda, Mireia [1 ,2 ]
Tulipani, Sara [2 ,3 ]
Salas-Salvado, Jordi [4 ]
Angel Martinez-Gonzalez, Miguel
Corella, Dolores
Fito, Montserrat
Estruch, Ramon
Serra-Majem, Lluis
Andres-Lacueva, Cristina [1 ,2 ]
机构
[1] Univ Barcelona, Biomarkers & Nutrimetabol Lab, Nutr & Food Sci Dept, XaRTA,INSA,Pharm Fac, E-08028 Barcelona, Spain
[2] Minist Sci & Innovat, INGENIO CONSOLIDER Program, Barcelona, Spain
[3] Univ Malaga, Serv Endocrinol & Nutr, Biomed Res Inst IBIMA, Hosp Complex Virgen de la Victoria, Malaga 29010, Spain
[4] Univ Rovira & Virgili, Hosp Univ St Joan de Reus, Human Nutr Unit, IISPV, E-43201 Reus, Spain
关键词
Nutrimetabolomics; Food metabolome; Biomarkers; Bread; HPLC-q-TOF-MS; Metabolic fingerprinting; SPECTROMETRY-BASED METABOLOMICS; UNVEILS URINARY CHANGES; MEDITERRANEAN DIET; CARDIOVASCULAR-DISEASE; RYE BREAD; WHEAT; CONSUMPTION; HUMANS; HEALTH; BENZOXAZINOIDS;
D O I
10.1007/s11306-014-0682-6
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Bread is one of the most widely consumed foods. Its impact on human health is currently of special interest for researchers. We aimed to identify biomarkers of bread consumption by applying a nutrimetabolomic approach to a free-living population. An untargeted HPLC-q-TOF-MS and multivariate analysis was applied to human urine from 155 subjects stratified by habitual bread consumption in three groups: non-consumers of bread (n = 56), white-bread consumers (n = 48) and whole-grain bread consumers (n = 51). The most differential metabolites (variable importance for projection a parts per thousand yen1.5) included compounds originating from cereal plant phytochemicals such as benzoxazinoids and alkylresorcinol metabolites, and compounds produced by gut microbiota (such as enterolactones, hydroxybenzoic and dihydroferulic acid metabolites). Pyrraline, riboflavin, 3-indolecarboxylic acid glucuronide, 2,8-dihydroxyquinoline glucuronide and N-alpha-acetylcitrulline were also tentatively identified. In order to combine multiple metabolites in a model to predict bread consumption, a stepwise logistic regression analysis was used. Receiver operating curves were constructed to evaluate the global performance of individual metabolites and their combination. The area under the curve values [AUC (95 % CI)] of combined models ranged from 77.8 % (69.1-86.4 %) to 93.7 % (89.4-98.1 %), whereas the AUC for the metabolites included in the models had weak values when they were evaluated individually: from 58.1 % (46.6-69.7 %) to 78.4 % (69.8-87.1 %). Our study showed that a daily bread intake significantly impacted on the urinary metabolome, despite being examined under uncontrolled free-living conditions. We further concluded that a combination of several biomarkers of exposure is better than a single biomarker for the predictive ability of discriminative analysis.
引用
收藏
页码:155 / 165
页数:11
相关论文
共 48 条
[21]   Metabolomic Analysis of Plasma Metabolites That May Mediate Effects of Rye Bread on Satiety and Weight Maintenance in Postmenopausal Women [J].
Lankinen, Maria ;
Schwab, Ursula ;
Seppanen-Laakso, Tuulikki ;
Mattila, Ismo ;
Juntunen, Katri ;
Mykkanen, Hannu ;
Poutanen, Kaisa ;
Gylling, Helena ;
Oresic, Matej .
JOURNAL OF NUTRITION, 2011, 141 (01) :31-36
[22]   Stable Isotope- and Mass Spectrometry-based Metabolomics as Tools in Drug Metabolism: A Study Expanding Tempol Pharmacology [J].
Li, Fei ;
Pang, Xiaoyan ;
Krausz, Kristopher W. ;
Jiang, Changtao ;
Chen, Chi ;
Cook, John A. ;
Krishna, Murali C. ;
Mitchell, James B. ;
Gonzalez, Frank J. ;
Patterson, Andrew D. .
JOURNAL OF PROTEOME RESEARCH, 2013, 12 (03) :1369-1376
[23]   Nutrimetabolomic Strategies To Develop New Biomarkers of Intake and Health Effects [J].
Llorach, Rafael ;
Garcia-Aloy, Mar ;
Tulipani, Sara ;
Vazquez-Fresno, Rosa ;
Andres-Lacueva, Cristina .
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2012, 60 (36) :8797-8808
[24]   An LC-MS-Based Metabolomics Approach for Exploring Urinary Metabolome Modifications after Cocoa Consumption [J].
Llorach, Rafael ;
Urpi-Sarda, Mireia ;
Jauregui, Olga ;
Monagas, Maria ;
Andres-Lacueva, Cristina .
JOURNAL OF PROTEOME RESEARCH, 2009, 8 (11) :5060-5068
[25]   Methodological aspects for metabolome visualization and characterization A metabolomic evaluation of the 24 h evolution of human urine after cocoa powder consumption [J].
Llorach-Asuncion, R. ;
Jauregui, O. ;
Urpi-Sarda, M. ;
Andres-Lacueva, C. .
JOURNAL OF PHARMACEUTICAL AND BIOMEDICAL ANALYSIS, 2010, 51 (02) :373-381
[26]   Diversity, stability and resilience of the human gut microbiota [J].
Lozupone, Catherine A. ;
Stombaugh, Jesse I. ;
Gordon, Jeffrey I. ;
Jansson, Janet K. ;
Knight, Rob .
NATURE, 2012, 489 (7415) :220-230
[27]   METABOLISM OF TRYPTOPHAN, INDOLE-3-ACETIC-ACID, AND RELATED-COMPOUNDS IN PARASITIC PLANTS FROM THE GENUS OROBANCHE [J].
MAGNUS, V ;
SIMAGA, S ;
ISKRIC, S ;
KVEDER, S .
PLANT PHYSIOLOGY, 1982, 69 (04) :853-858
[28]  
Martinez-Gonzalez M.A., 2006, BIOESTADISTICA AMIGA
[29]  
Mataix Verdu J., 2003, TABLA COMPOSICION AL
[30]   Whole-grain intake is favorably associated with metabolic risk factors for type 2 diabetes and cardiovascular disease in the Framingham Offspring Study [J].
McKeown, NM ;
Meigs, JB ;
Liu, SM ;
Wilson, PWF ;
Jacques, PF .
AMERICAN JOURNAL OF CLINICAL NUTRITION, 2002, 76 (02) :390-398